gemseo_umdo / estimators

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taylor_polynomial module

Estimators of statistic for U-MDO formulation based on Taylor polynomials.

class gemseo_umdo.estimators.taylor_polynomial.Margin(formulation)[source]

Bases: TaylorPolynomialEstimator

Estimator of a margin, i.e. mean + factor * deviation.

Parameters:

formulation (TaylorPolynomial) – The U-MDO formulation.

class gemseo_umdo.estimators.taylor_polynomial.Mean(formulation)[source]

Bases: TaylorPolynomialEstimator

Estimator of the expectation, a.k.a.

mean.

Parameters:

formulation (TaylorPolynomial) – The U-MDO formulation.

class gemseo_umdo.estimators.taylor_polynomial.StandardDeviation(formulation)[source]

Bases: Variance

Estimator of the standard deviation.

Parameters:

formulation (TaylorPolynomial) – The U-MDO formulation.

class gemseo_umdo.estimators.taylor_polynomial.TaylorPolynomialEstimator(formulation)[source]

Bases: BaseStatisticEstimator

Base statistic estimator for a U-MDO formulation using Taylor polynomials.

Parameters:

formulation (TaylorPolynomial) – The U-MDO formulation.

class gemseo_umdo.estimators.taylor_polynomial.TaylorPolynomialEstimatorFactory[source]

Bases: BaseFactory

The factory of TaylorPolynomialEstimator.

Return type:

BaseFactory

failed_imports: dict[str, str]

The class names bound to the import errors.

class gemseo_umdo.estimators.taylor_polynomial.Variance(formulation)[source]

Bases: TaylorPolynomialEstimator

Estimator of the variance.

Parameters:

formulation (TaylorPolynomial) – The U-MDO formulation.